{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T06:22:13.609086Z",
     "start_time": "2025-09-08T06:22:13.605666Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day11/file/'"
   ],
   "id": "6233bdefd861fd44",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 坐标轴的设置",
   "id": "8e1cb589e03865f"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1. 轴的设置\n",
   "id": "340264c741731482"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T06:34:28.366886Z",
     "start_time": "2025-09-08T06:34:28.317179Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 布 图\n",
    "canvas,subgraph = plt.subplots(1,1)\n",
    "\n",
    "# 设置边框颜色\n",
    "subgraph.spines['top'].set_color('r')\n",
    "subgraph.spines['right'].set_color('b')\n",
    "subgraph.spines['left'].set_color('c')\n",
    "subgraph.spines['bottom'].set_color('y')\n",
    "\n",
    "# 轴\n",
    "axle = plt.gca() # 获取坐标轴对象 Axes(0.125,0.11;0.775x0.77)  Axes(x,y,width,height)\n",
    "print(axle)\n",
    "\n",
    "# 反转轴\n",
    "# axle.invert_xaxis()\n",
    "# axle.invert_yaxis()\n",
    "\n",
    "# 隐藏轴\n",
    "# subgraph.set_xticks([])\n",
    "# subgraph.set_yticks([])\n",
    "\n",
    "# x轴在顶部，y轴在右侧\n",
    "subgraph.xaxis.set_ticks_position('top')\n",
    "subgraph.yaxis.set_ticks_position('right')\n",
    "\n",
    "plt.show()"
   ],
   "id": "49cc7f61a67c1c44",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Axes(0.125,0.11;0.775x0.77)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 2. x轴上重点标注数据",
   "id": "8bb5a87a6eb7bdbd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T06:45:19.940887Z",
     "start_time": "2025-09-08T06:45:19.868325Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '梁山.xlsx')\n",
    "\n",
    "canvas,subgraph = plt.subplots(1,1)\n",
    "subgraph.hist(x=data.成绩,bins=10)\n",
    "\n",
    "# 在x轴上重点标注60\n",
    "plt.gca().get_xticklabels()[4].set(c='r',fontsize=30)\n",
    "\n",
    "plt.show()"
   ],
   "id": "20222c9d6c235a6f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 3. 将轴平分",
   "id": "87c5e67e0a280027"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T06:57:08.016226Z",
     "start_time": "2025-09-08T06:57:07.928062Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as ticker\n",
    "data = pd.read_excel(path + '直方图.xlsx')\n",
    "\n",
    "canvas,subgraph = plt.subplots(1,1)\n",
    "subgraph.plot(data.序号,data.身高)\n",
    "\n",
    "\n",
    "# 将x轴按照指定份数进行评分，不指定x就是将x和y 轴都评分呢\n",
    "# plt.locator_params(axis='x',nbins=10)\n",
    "# plt.gca().locator_params('x',nbins=10)\n",
    "\n",
    "# 刻度按照70的倍数评分\n",
    "plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(70))\n",
    "# 保留两位小数\n",
    "plt.gca().xaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))\n",
    "\n",
    "plt.show()"
   ],
   "id": "387d5cc752b4f947",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 53
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 4. 按照保留两位小数的方式设置日期格式",
   "id": "941f64e936da9aaf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:02:12.298628Z",
     "start_time": "2025-09-08T07:02:12.216767Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib as mpl\n",
    "data = pd.read_excel(path + '时间.xlsx')\n",
    "\n",
    "plt.plot(data.日期,data.销售)\n",
    "\n",
    "# 设置日期格式\n",
    "plt.gca().xaxis.set_major_formatter(mpl.dates.DateFormatter('%m-%d'))\n",
    "\n",
    "plt.show()"
   ],
   "id": "ba8612d5fb34523d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "5. 设置x轴和y轴的区间",
   "id": "b9b635c3850cb98a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:26:44.197127Z",
     "start_time": "2025-09-08T07:26:44.117776Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "plt.bar(data.姓名,data.品德)\n",
    "\n",
    "# 设置x轴y轴的取值范围\n",
    "# plt.gca().set_xlim([-1,8])\n",
    "# plt.gca().set_ylim([0,120])\n",
    "\n",
    "# 上边两个可以写成一个\n",
    "# plt.gca().axis([-1,8,20,120])\n",
    "\n",
    "# 设置y轴的上限和下限\n",
    "plt.gca().set_ylim(bottom=20)\n",
    "plt.gca().set_ylim(top=120)\n",
    "\n",
    "plt.gca().set_xlim(left=-5)\n",
    "plt.gca().set_xlim(right=9)\n",
    "\n",
    "plt.show()"
   ],
   "id": "dc46474dc8bb1eac",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 79
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "ac192f36be88065e"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
